{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Image Generation\n",
    "In this notebook we will continue our exploration of image gradients using the deep model that was pretrained on TinyImageNet. We will explore various ways of using these image gradients to generate images. We will implement class visualizations, feature inversion, and DeepDream."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# As usual, a bit of setup\n",
    "\n",
    "import time, os, json\n",
    "import numpy as np\n",
    "from scipy.misc import imread, imresize\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from cs231n.classifiers.pretrained_cnn import PretrainedCNN\n",
    "from cs231n.data_utils import load_tiny_imagenet\n",
    "from cs231n.image_utils import blur_image, deprocess_image, preprocess_image\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "# for auto-reloading external modules\n",
    "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TinyImageNet and pretrained model\n",
    "As in the previous notebook, load the TinyImageNet dataset and the pretrained model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading training data for synset 20 / 100\n",
      "loading training data for synset 40 / 100\n",
      "loading training data for synset 60 / 100\n",
      "loading training data for synset 80 / 100\n",
      "loading training data for synset 100 / 100\n"
     ]
    }
   ],
   "source": [
    "data = load_tiny_imagenet('cs231n/datasets/tiny-imagenet-100-A', subtract_mean=True)\n",
    "model = PretrainedCNN(h5_file='cs231n/datasets/pretrained_model.h5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " # Class visualization\n",
    "By starting with a random noise image and performing gradient ascent on a target class, we can generate an image that the network will recognize as the target class. This idea was first presented in [1]; [2] extended this idea by suggesting several regularization techniques that can improve the quality of the generated image.\n",
    "\n",
    "Concretely, let $I$ be an image and let $y$ be a target class. Let $s_y(I)$ be the score that a convolutional network assigns to the image $I$ for class $y$; note that these are raw unnormalized scores, not class probabilities. We wish to generate an image $I^*$ that achieves a high score for the class $y$ by solving the problem\n",
    "\n",
    "$$\n",
    "I^* = \\arg\\max_I s_y(I) + R(I)\n",
    "$$\n",
    "\n",
    "where $R$ is a (possibly implicit) regularizer. We can solve this optimization problem using gradient descent, computing gradients with respect to the generated image. We will use (explicit) L2 regularization of the form\n",
    "\n",
    "$$\n",
    "R(I) + \\lambda \\|I\\|_2^2\n",
    "$$\n",
    "\n",
    "and implicit regularization as suggested by [2] by peridically blurring the generated image. We can solve this problem using gradient ascent on the generated image.\n",
    "\n",
    "In the cell below, complete the implementation of the `create_class_visualization` function.\n",
    "\n",
    "[1] Karen Simonyan, Andrea Vedaldi, and Andrew Zisserman. \"Deep Inside Convolutional Networks: Visualising\n",
    "Image Classification Models and Saliency Maps\", ICLR Workshop 2014.\n",
    "\n",
    "[2] Yosinski et al, \"Understanding Neural Networks Through Deep Visualization\", ICML 2015 Deep Learning Workshop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def create_class_visualization(target_y, model, **kwargs):\n",
    "  \"\"\"\n",
    "  Perform optimization over the image to generate class visualizations.\n",
    "  \n",
    "  Inputs:\n",
    "  - target_y: Integer in the range [0, 100) giving the target class\n",
    "  - model: A PretrainedCNN that will be used for generation\n",
    "  \n",
    "  Keyword arguments:\n",
    "  - learning_rate: Floating point number giving the learning rate\n",
    "  - blur_every: An integer; how often to blur the image as a regularizer\n",
    "  - l2_reg: Floating point number giving L2 regularization strength on the image;\n",
    "    this is lambda in the equation above.\n",
    "  - max_jitter: How much random jitter to add to the image as regularization\n",
    "  - num_iterations: How many iterations to run for\n",
    "  - show_every: How often to show the image\n",
    "  \"\"\"\n",
    "  \n",
    "  learning_rate = kwargs.pop('learning_rate', 10000)\n",
    "  blur_every = kwargs.pop('blur_every', 1)\n",
    "  l2_reg = kwargs.pop('l2_reg', 1e-6)\n",
    "  max_jitter = kwargs.pop('max_jitter', 4)\n",
    "  num_iterations = kwargs.pop('num_iterations', 100)\n",
    "  show_every = kwargs.pop('show_every', 25)\n",
    "  \n",
    "  X = np.random.randn(1, 3, 64, 64)\n",
    "  for t in xrange(num_iterations):\n",
    "    # As a regularizer, add random jitter to the image\n",
    "    ox, oy = np.random.randint(-max_jitter, max_jitter+1, 2)\n",
    "    X = np.roll(np.roll(X, ox, -1), oy, -2)\n",
    "\n",
    "    dX = None\n",
    "    ############################################################################\n",
    "    # TODO: Compute the image gradient dX of the image with respect to the     #\n",
    "    # target_y class score. This should be similar to the fooling images. Also #\n",
    "    # add L2 regularization to dX and update the image X using the image       #\n",
    "    # gradient and the learning rate.                                          #\n",
    "    ############################################################################\n",
    "    scores, cache = model.forward(X, end=10, mode='test')\n",
    "    dscores = np.zeros_like(scores)\n",
    "    dscores[np.arange(scores.shape[0]),target_y] = 1\n",
    "    dx, grads = model.backward(dscores, cache)\n",
    "    dx += 2*l2_reg*X\n",
    "    X += learning_rate*dx\n",
    "    ############################################################################\n",
    "    #                             END OF YOUR CODE                             #\n",
    "    ############################################################################\n",
    "    \n",
    "    # Undo the jitter\n",
    "    X = np.roll(np.roll(X, -ox, -1), -oy, -2)\n",
    "    \n",
    "    # As a regularizer, clip the image\n",
    "    X = np.clip(X, -data['mean_image'], 255.0 - data['mean_image'])\n",
    "    \n",
    "    # As a regularizer, periodically blur the image\n",
    "    if t % blur_every == 0:\n",
    "      X = blur_image(X)\n",
    "    \n",
    "    # Periodically show the image\n",
    "    if t % show_every == 0:\n",
    "      plt.imshow(deprocess_image(X, data['mean_image']))\n",
    "      plt.gcf().set_size_inches(3, 3)\n",
    "      plt.axis('off')\n",
    "      plt.show()\n",
    "  return X"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can use the code above to generate some cool images! An example is shown below. Try to generate a cool-looking image. If you want you can try to implement the other regularization schemes from Yosinski et al, but it isn't required."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['tarantula']\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMgAAADFCAYAAAARxr1AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5b33eff90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMgAAADFCAYAAAARxr1AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5cb481690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMgAAADFCAYAAAARxr1AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nh+N1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5b36cdd90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMgAAADFCAYAAAARxr1AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5cb958cd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "target_y = 43 # Tarantula\n",
    "print data['class_names'][target_y]\n",
    "X = create_class_visualization(target_y, model, show_every=25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Inversion\n",
    "In an attempt to understand the types of features that convolutional networks learn to recognize, a recent paper [1] attempts to reconstruct an image from its feature representation. We can easily implement this idea using image gradients from the pretrained network.\n",
    "\n",
    "Concretely, given a image $I$, let $\\phi_\\ell(I)$ be the activations at layer $\\ell$ of the convolutional network $\\phi$. We wish to find an image $I^*$ with a similar feature representation as $I$ at layer $\\ell$ of the network $\\phi$ by solving the optimization problem\n",
    "\n",
    "$$\n",
    "I^* = \\arg\\min_{I'} \\|\\phi_\\ell(I) - \\phi_\\ell(I')\\|_2^2 + R(I')\n",
    "$$\n",
    "\n",
    "where $\\|\\cdot\\|_2^2$ is the squared Euclidean norm. As above, $R$ is a (possibly implicit) regularizer. We can solve this optimization problem using gradient descent, computing gradients with respect to the generated image. We will use (explicit) L2 regularization of the form\n",
    "\n",
    "$$\n",
    "R(I') + \\lambda \\|I'\\|_2^2\n",
    "$$\n",
    "\n",
    "together with implicit regularization by periodically blurring the image, as recommended by [2].\n",
    "\n",
    "Implement this method in the function below.\n",
    "\n",
    "[1] Aravindh Mahendran, Andrea Vedaldi, \"Understanding Deep Image Representations by Inverting them\", CVPR 2015\n",
    "\n",
    "[2] Yosinski et al, \"Understanding Neural Networks Through Deep Visualization\", ICML 2015 Deep Learning Workshop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def invert_features(target_feats, layer, model, **kwargs):\n",
    "  \"\"\"\n",
    "  Perform feature inversion in the style of Mahendran and Vedaldi 2015, using\n",
    "  L2 regularization and periodic blurring.\n",
    "  \n",
    "  Inputs:\n",
    "  - target_feats: Image features of the target image, of shape (1, C, H, W);\n",
    "    we will try to generate an image that matches these features\n",
    "  - layer: The index of the layer from which the features were extracted\n",
    "  - model: A PretrainedCNN that was used to extract features\n",
    "  \n",
    "  Keyword arguments:\n",
    "  - learning_rate: The learning rate to use for gradient descent\n",
    "  - num_iterations: The number of iterations to use for gradient descent\n",
    "  - l2_reg: The strength of L2 regularization to use; this is lambda in the\n",
    "    equation above.\n",
    "  - blur_every: How often to blur the image as implicit regularization; set\n",
    "    to 0 to disable blurring.\n",
    "  - show_every: How often to show the generated image; set to 0 to disable\n",
    "    showing intermediate reuslts.\n",
    "    \n",
    "  Returns:\n",
    "  - X: Generated image of shape (1, 3, 64, 64) that matches the target features.\n",
    "  \"\"\"\n",
    "  learning_rate = kwargs.pop('learning_rate', 10000)\n",
    "  num_iterations = kwargs.pop('num_iterations', 500)\n",
    "  l2_reg = kwargs.pop('l2_reg', 1e-7)\n",
    "  blur_every = kwargs.pop('blur_every', 1)\n",
    "  show_every = kwargs.pop('show_every', 50)\n",
    "  \n",
    "  X = np.random.randn(1, 3, 64, 64)\n",
    "  for t in xrange(num_iterations):\n",
    "    ############################################################################\n",
    "    # TODO: Compute the image gradient dX of the reconstruction loss with      #\n",
    "    # respect to the image. You should include L2 regularization penalizing    #\n",
    "    # large pixel values in the generated image using the l2_reg parameter;    #\n",
    "    # then update the generated image using the learning_rate from above.      #\n",
    "    ############################################################################\n",
    "    pred_feats, cache = model.forward(X, end=layer, mode='test')\n",
    "    dpred_feats = 2*(pred_feats-target_feats)\n",
    "    dx, grads = model.backward(dpred_feats, cache)\n",
    "    dx += 2*l2_reg*X\n",
    "    X -= learning_rate*dx\n",
    "    ############################################################################\n",
    "    #                             END OF YOUR CODE                             #\n",
    "    ############################################################################\n",
    "    \n",
    "    # As a regularizer, clip the image\n",
    "    X = np.clip(X, -data['mean_image'], 255.0 - data['mean_image'])\n",
    "    \n",
    "    # As a regularizer, periodically blur the image\n",
    "    if (blur_every > 0) and t % blur_every == 0:\n",
    "      X = blur_image(X)\n",
    "\n",
    "    if (show_every > 0) and (t % show_every == 0 or t + 1 == num_iterations):\n",
    "      plt.imshow(deprocess_image(X, data['mean_image']))\n",
    "      plt.gcf().set_size_inches(3, 3)\n",
    "      plt.axis('off')\n",
    "      plt.title('t = %d' % t)\n",
    "      plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Shallow feature reconstruction\n",
    "After implementing the feature inversion above, run the following cell to try and reconstruct features from the fourth convolutional layer of the pretrained model. You should be able to reconstruct the features using the provided optimization parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMgAAADSCAYAAAAPFY9jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5cb8a7e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMgAAADSCAYAAAAPFY9jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5b39cf990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMgAAADSCAYAAAAPFY9jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nweEE3Avi4HAC/wc8SUDdUCGuNQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5cb4cc7d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMgAAADSCAYAAAAPFY9jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nI4gPSETEEfw/XwkeJMpgw9UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5b36b0090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "filename = 'sky.jpg'\n",
    "layer = 3 # layers start from 0 so these are features after 4 convolutions\n",
    "img = imresize(imread(filename), (64, 64))\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.gcf().set_size_inches(3, 3)\n",
    "plt.title('Original image')\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "\n",
    "# Preprocess the image before passing it to the network:\n",
    "# subtract the mean, add a dimension, etc\n",
    "img_pre = preprocess_image(img, data['mean_image'])\n",
    "\n",
    "# Extract features from the image\n",
    "feats, _ = model.forward(img_pre, end=layer)\n",
    "\n",
    "# Invert the features\n",
    "kwargs = {\n",
    "  'num_iterations': 200,\n",
    "  'learning_rate': 5000,\n",
    "  'l2_reg': 1e-8,\n",
    "  'show_every': 100,\n",
    "  'blur_every': 1,\n",
    "}\n",
    "X = invert_features(feats, layer, model, **kwargs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Deep feature reconstruction\n",
    "Reconstructing images using features from deeper layers of the network tends to give interesting results. In the cell below, try to reconstruct the best image you can by inverting the features after 7 layers of convolutions. You will need to play with the hyperparameters to try and get a good result.\n",
    "\n",
    "HINT: If you read the paper by Mahendran and Vedaldi, you'll see that reconstructions from deep features tend not to look much like the original image, so you shouldn't expect the results to look like the reconstruction above. You should be able to get an image that shows some discernable structure within 1000 iterations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMgAAADSCAYAAAAPFY9jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5cba4a190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMgAAADSCAYAAAAPFY9jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDf4fZO7XFSlckD0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5cb8bced0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMgAAADSCAYAAAAPFY9jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5cb8f1f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMgAAADSCAYAAAAPFY9jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzCA+IBERM/g/O+Q2MIK0nhQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5caf7ff50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMgAAADSCAYAAAAPFY9jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ni3UjVhJkLQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5cb4e4e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "filename = 'kitten.jpg'\n",
    "layer = 6 # layers start from 0 so these are features after 7 convolutions\n",
    "img = imresize(imread(filename), (64, 64))\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.gcf().set_size_inches(3, 3)\n",
    "plt.title('Original image')\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "\n",
    "# Preprocess the image before passing it to the network:\n",
    "# subtract the mean, add a dimension, etc\n",
    "img_pre = preprocess_image(img, data['mean_image'])\n",
    "\n",
    "# Extract features from the image\n",
    "feats, _ = model.forward(img_pre, end=layer)\n",
    "\n",
    "# Invert the features\n",
    "# You will need to play with these parameters.\n",
    "kwargs = {\n",
    "  'num_iterations': 1000,\n",
    "  'learning_rate': 10000,\n",
    "  'l2_reg': 1e-12,\n",
    "  'show_every': 400,\n",
    "  'blur_every': 10,\n",
    "}\n",
    "X = invert_features(feats, layer, model, **kwargs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DeepDream\n",
    "In the summer of 2015, Google released a [blog post](http://googleresearch.blogspot.com/2015/06/inceptionism-going-deeper-into-neural.html) describing a new method of generating images from neural networks, and they later [released code](https://github.com/google/deepdream) to generate these images.\n",
    "\n",
    "The idea is very simple. We pick some layer from the network, pass the starting image through the network to extract features at the chosen layer, set the gradient at that layer equal to the activations themselves, and then backpropagate to the image. This has the effect of modifying the image to amplify the activations at the chosen layer of the network.\n",
    "\n",
    "For DeepDream we usually extract features from one of the convolutional layers, allowing us to generate images of any resolution.\n",
    "\n",
    "We can implement this idea using our pretrained network. The results probably won't look as good as Google's since their network is much bigger, but we should still be able to generate some interesting images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def deepdream(X, layer, model, **kwargs):\n",
    "  \"\"\"\n",
    "  Generate a DeepDream image.\n",
    "  \n",
    "  Inputs:\n",
    "  - X: Starting image, of shape (1, 3, H, W)\n",
    "  - layer: Index of layer at which to dream\n",
    "  - model: A PretrainedCNN object\n",
    "  \n",
    "  Keyword arguments:\n",
    "  - learning_rate: How much to update the image at each iteration\n",
    "  - max_jitter: Maximum number of pixels for jitter regularization\n",
    "  - num_iterations: How many iterations to run for\n",
    "  - show_every: How often to show the generated image\n",
    "  \"\"\"\n",
    "  \n",
    "  X = X.copy()\n",
    "  \n",
    "  learning_rate = kwargs.pop('learning_rate', 5.0)\n",
    "  max_jitter = kwargs.pop('max_jitter', 16)\n",
    "  num_iterations = kwargs.pop('num_iterations', 100)\n",
    "  show_every = kwargs.pop('show_every', 25)\n",
    "  \n",
    "  for t in xrange(num_iterations):\n",
    "    # As a regularizer, add random jitter to the image\n",
    "    ox, oy = np.random.randint(-max_jitter, max_jitter+1, 2)\n",
    "    X = np.roll(np.roll(X, ox, -1), oy, -2)\n",
    "\n",
    "    ############################################################################\n",
    "    # TODO: Compute the image gradient dX using the DeepDream method. You'll   #\n",
    "    # need to use the forward and backward methods of the model object to      #\n",
    "    # extract activations and set gradients for the chosen layer. After        #\n",
    "    # computing the image gradient dX, you should use the learning rate to     #\n",
    "    # update the image X.                                                      #\n",
    "    ############################################################################\n",
    "    activations, cache = model.forward(X, end=layer, mode='test')\n",
    "    dactivations = activations\n",
    "    dx, grads = model.backward(dactivations, cache)\n",
    "    X += learning_rate*dx\n",
    "    ############################################################################\n",
    "    #                             END OF YOUR CODE                             #\n",
    "    ############################################################################\n",
    "    \n",
    "    # Undo the jitter\n",
    "    X = np.roll(np.roll(X, -ox, -1), -oy, -2)\n",
    "    \n",
    "    # As a regularizer, clip the image\n",
    "    mean_pixel = data['mean_image'].mean(axis=(1, 2), keepdims=True)\n",
    "    X = np.clip(X, -mean_pixel, 255.0 - mean_pixel)\n",
    "    \n",
    "    # Periodically show the image\n",
    "    if t == 0 or (t + 1) % show_every == 0:\n",
    "      img = deprocess_image(X, data['mean_image'], mean='pixel')\n",
    "      plt.imshow(img)\n",
    "      plt.title('t = %d' % (t + 1))\n",
    "      plt.gcf().set_size_inches(8, 8)\n",
    "      plt.axis('off')\n",
    "      plt.show()\n",
    "  return X"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generate some images!\n",
    "Try and generate a cool-looking DeepDeam image using the pretrained network. You can try using different layers, or starting from different images. You can reduce the image size if it runs too slowly on your machine, or increase the image size if you are feeling ambitious."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAEoCAYAAACXTbKFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5b4531910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAEoCAYAAACXTbKFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n69btGVufqLt169atW7dnbP8/ka5GewyjGIYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5cb8b3b90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAEoCAYAAACXTbKFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4Thg+EDtcDgcDscBwwdqh8PhcDgOGP8Hl7Ry2hacifUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5cba3d1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAEoCAYAAACXTbKFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5caf7f3d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAEoCAYAAACXTbKFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff5b45b0710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def read_image(filename, max_size):\n",
    "  \"\"\"\n",
    "  Read an image from disk and resize it so its larger side is max_size\n",
    "  \"\"\"\n",
    "  img = imread(filename)\n",
    "  H, W, _ = img.shape\n",
    "  if H >= W:\n",
    "    img = imresize(img, (max_size, int(W * float(max_size) / H)))\n",
    "  elif H < W:\n",
    "    img = imresize(img, (int(H * float(max_size) / W), max_size))\n",
    "  return img\n",
    "\n",
    "filename = 'sky.jpg'\n",
    "max_size = 256\n",
    "img = read_image(filename, max_size)\n",
    "plt.imshow(img)\n",
    "plt.axis('off')\n",
    "\n",
    "# Preprocess the image by converting to float, transposing,\n",
    "# and performing mean subtraction.\n",
    "img_pre = preprocess_image(img, data['mean_image'], mean='pixel')\n",
    "\n",
    "out = deepdream(img_pre, 7, model, learning_rate=5000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
